Probabilistic Methods

AbstractWe present a resource for automatically associating strings of text with English Wikipedia concepts. Our machinery is bi-directional, in the sense that it uses the same fundamental probabilistic methods to …...

Machine Translation Quality Estimation is a notoriously difficult task, which lessens its usefulness in real-world translation en- vironments. Such scenarios can be im- proved if quality predictions are accompa- nied …...

AbstractNatural Language Inference (NLI) datasets often contain hypothesis-only biases—artifacts that allow models to achieve non-trivial performance without learning whether a premise entails a hypothesis. We propose two probabilistic methods to …...